# General Tasks on GPQA Diamond

Source: [General Tasks on GPQA Diamond](<https://www.sota2.com/research/sota/general-tasks-on-gpqa-diamond>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:54:51.539Z

Evaluation of model performance on the GPQA Diamond dataset focusing on General Tasks, measured by PAQ and F1 scores.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | General Tasks |
| Dataset (including any stated split) | GPQA Diamond |
| Metric | PAQ Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PAQ Score](<https://www.sota2.com/research/sota/general-tasks-on-gpqa-diamond.md?metric=PAQ%20Score>): Higher is better; unit: SCALAR.

- [F1 Score](<https://www.sota2.com/research/sota/general-tasks-on-gpqa-diamond.md?metric=F1%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PAQ Score | Result date | Report paper |
| --- | --- | --- | --- |
| UCPO | 0.677 | Not recorded | 69802f68a8b01e76cc8e14db |
| GRPO-UC | 0.6509 | Not recorded | 69802f68a8b01e76cc8e14db |
| GRPO-UC | 0.64 | Not recorded | 69802f68a8b01e76cc8e14db |
| GRPO-UC | 0.6025 | Not recorded | 69802f68a8b01e76cc8e14db |
| GRPO | 0.5935 | Not recorded | 69802f68a8b01e76cc8e14db |
| Prompt-UC | 0.5684 | Not recorded | 69802f68a8b01e76cc8e14db |
| Baseline | 0.5657 | Not recorded | 69802f68a8b01e76cc8e14db |
| UCPO | 0.3602 | Not recorded | 69802f68a8b01e76cc8e14db |
| GRPO-UC | 0.3432 | Not recorded | 69802f68a8b01e76cc8e14db |
| GRPO-UC | 0.3421 | Not recorded | 69802f68a8b01e76cc8e14db |
| GRPO-UC | 0.2946 | Not recorded | 69802f68a8b01e76cc8e14db |
| GRPO | 0.2727 | Not recorded | 69802f68a8b01e76cc8e14db |
| Prompt-UC | 0.2328 | Not recorded | 69802f68a8b01e76cc8e14db |
| Baseline | 0.2256 | Not recorded | 69802f68a8b01e76cc8e14db |

### UCPO

PAQ Score: 0.677. Result ID: 699615925698665ec4552151.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### GRPO-UC

PAQ Score: 0.6509. Result ID: 699615925698665ec455214f.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B","Reward Coefficient (ru)":0.5}. This record does not assert independent reproduction.

### GRPO-UC

PAQ Score: 0.64. Result ID: 699615925698665ec4552150.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B","Reward Coefficient (ru)":0.8}. This record does not assert independent reproduction.

### GRPO-UC

PAQ Score: 0.6025. Result ID: 699615925698665ec455214e.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B","Reward Coefficient (ru)":0.2}. This record does not assert independent reproduction.

### GRPO

PAQ Score: 0.5935. Result ID: 699615925698665ec455214d.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### Prompt-UC

PAQ Score: 0.5684. Result ID: 699615925698665ec455214c.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### Baseline

PAQ Score: 0.5657. Result ID: 699615925698665ec455214b.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### UCPO

PAQ Score: 0.3602. Result ID: 699615925698665ec4552158.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### GRPO-UC

PAQ Score: 0.3432. Result ID: 699615925698665ec4552157.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":0.8}. This record does not assert independent reproduction.

### GRPO-UC

PAQ Score: 0.3421. Result ID: 699615925698665ec4552156.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":0.5}. This record does not assert independent reproduction.

### GRPO-UC

PAQ Score: 0.2946. Result ID: 699615925698665ec4552155.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":0.2}. This record does not assert independent reproduction.

### GRPO

PAQ Score: 0.2727. Result ID: 699615925698665ec4552154.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### Prompt-UC

PAQ Score: 0.2328. Result ID: 699615925698665ec4552153.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### Baseline

PAQ Score: 0.2256. Result ID: 699615925698665ec4552152.

[Reporting paper](<https://www.sota2.com/research/paper/69802f68a8b01e76cc8e14db.md>)

Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

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